{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# livelossplot example: basic API\n",
    "\n",
    "Last update: `livelossplot 0.5.6`. For code and documentation, see [livelossplot GitHub repository](https://github.com/stared/livelossplot).\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/stared/livelossplot/blob/master/examples/minimal.ipynb\" target=\"_parent\">\n",
    "    <img src=\"https://colab.research.google.com/assets/colab-badge.svg\"/>\n",
    "</a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [],
   "source": [
    "!pip install livelossplot --quiet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-02T08:24:59.816268Z",
     "start_time": "2019-03-02T08:24:59.492126Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from time import sleep\n",
    "import numpy as np\n",
    "\n",
    "from livelossplot import PlotLosses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-02T08:25:50.230241Z",
     "start_time": "2019-03-02T08:25:37.675669Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy\n",
      "\ttraining         \t (min:    0.710, max:    0.983, cur:    0.956)\n",
      "\tvalidation       \t (min:   -0.177, max:    0.969, cur:    0.921)\n",
      "Loss\n",
      "\ttraining         \t (min:    0.091, max:    0.500, cur:    0.091)\n",
      "\tvalidation       \t (min:    0.105, max:    2.000, cur:    0.105)\n"
     ]
    }
   ],
   "source": [
    "plotlosses = PlotLosses()\n",
    "\n",
    "for i in range(10):\n",
    "    plotlosses.update({\n",
    "        'acc': 1 - np.random.rand() / (i + 2.),\n",
    "        'val_acc': 1 - np.random.rand() / (i + 0.5),\n",
    "        'loss': 1. / (i + 2.),\n",
    "        'val_loss': 1. / (i + 0.5)\n",
    "    })\n",
    "    plotlosses.send()\n",
    "    sleep(0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy\n",
      "\ttraining         \t (min:    0.843, max:    0.996, cur:    0.917)\n",
      "\tvalidation       \t (min:    0.615, max:    0.987, cur:    0.896)\n",
      "Loss\n",
      "\ttraining         \t (min:    0.091, max:    0.250, cur:    0.091)\n",
      "\tvalidation       \t (min:    0.105, max:    0.400, cur:    0.105)\n"
     ]
    }
   ],
   "source": [
    "# start from epoch 2\n",
    "# make it smaller\n",
    "\n",
    "plotlosses = PlotLosses(from_step=2, figsize=(6, 3))\n",
    "\n",
    "for i in range(10):\n",
    "    plotlosses.update({\n",
    "        'acc': 1 - np.random.rand() / (i + 2.),\n",
    "        'val_acc': 1 - np.random.rand() / (i + 0.5),\n",
    "        'loss': 1. / (i + 2.),\n",
    "        'val_loss': 1. / (i + 0.5)\n",
    "    })\n",
    "    plotlosses.send()\n",
    "    sleep(0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy\n",
      "\ttraining         \t (min:    0.902, max:    0.972, cur:    0.972)\n",
      "\tvalidation       \t (min:    0.845, max:    0.995, cur:    0.976)\n",
      "Loss\n",
      "\ttraining         \t (min:    0.091, max:    0.167, cur:    0.091)\n",
      "\tvalidation       \t (min:    0.105, max:    0.222, cur:    0.105)\n"
     ]
    }
   ],
   "source": [
    "# only last 5 steps\n",
    "\n",
    "plotlosses = PlotLosses(from_step=-5)\n",
    "\n",
    "for i in range(10):\n",
    "    plotlosses.update({\n",
    "        'acc': 1 - np.random.rand() / (i + 2.),\n",
    "        'val_acc': 1 - np.random.rand() / (i + 0.5),\n",
    "        'loss': 1. / (i + 2.),\n",
    "        'val_loss': 1. / (i + 0.5)\n",
    "    })\n",
    "    plotlosses.send()\n",
    "    sleep(0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.14"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": true,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
